The results showed that Panax ginseng treatment significantly reduced the systemic levels of alanine aminotransferase (SMD: −2.15 IU/L; p < 0.0001), aspartate aminotransferase (SMD: −2.86 IU/L; p < 0.0001), triglyceride (SMD: −2.86 mg/dL; p < 0.0001), total cholesterol (SMD: −1.69 mg/dL; p < 0.0001), low-density lipoprotein (SMD: −1.46 mg/dL; p < 0.0001), and fasting glucose (SMD: −1.45 mg/dL; p < 0.0001) while increasing high-density lipoprotein (SMD: 1.22 mg/dL; p = 0.0002) in NAFLD regardless of animal models or species. The gene discussed is GPT; the disease is metabolic dysfunction-associated steatotic liver disease.